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Optimization and Mathematical Modeling in Computer Architecture

Name: Optimization and Mathematical Modeling in Computer Architecture
Brand: Springer International Publishing AG
SKU: 39298240
Price: 33.47 EUR
Availability: InStock
Author: Tony Nowatzki
ISBN: 9783031006456

Tony Nowatzki

Michael Ferris

Language

English

Book Paperback

Libristo code: 39298240

Publishers Springer International Publishing AG, October 2013

In this book we give an overview of modeling techniques used to describe computer systems to mathema... Full description

Libristo code: 39298240

81 b

33.47 €

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In this book we give an overview of modeling techniques used to describe computer systems to mathematical optimization tools. We give a brief introduction to various classes of mathematical optimization frameworks with special focus on mixed integer linear programming which provides a good balance between solver time and expressiveness. We present four detailed case studies -- instruction set customization, data center resource management, spatial architecture scheduling, and resource allocation in tiled architectures -- showing how MILP can be used and quantifying by how much it outperforms traditional design exploration techniques. This book should help a skilled systems designer to learn techniques for using MILP in their problems, and the skilled optimization expert to understand the types of computer systems problems that MILP can be applied to.